{"id":"W2296325434","doi":"","title":"Novice Professionals, not Senior Students","year":2001,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medical education; Psychology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001268078,0.0002319614,0.000581244,0.001957717,0.001403367,0.002882083,0.0003798038,0.0009879011,0.02812872],"category_scores_gemma":[0.01197731,0.0002418548,0.0002118001,0.001287529,0.0006129637,0.002955651,0.001642859,0.0009456236,0.01077737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002903017,"about_ca_system_score_gemma":0.000666954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001405872,"about_ca_topic_score_gemma":0.003453958,"domain_scores_codex":[0.9981925,0.0002177318,0.0001290088,0.0002494256,0.0006266035,0.0005847543],"domain_scores_gemma":[0.9913288,0.00128627,0.00128887,0.000511795,0.001777527,0.003806907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008204383,0.00157715,0.7602457,0.0003292636,0.00006541275,0.00156595,0.01018128,0.00008028913,0.002719186,0.003770726,0.05159718,0.1670474],"study_design_scores_gemma":[0.00007747913,0.001222191,0.8724268,0.0004349692,0.00007674477,0.006640614,0.02989441,0.0003042032,0.001187734,0.003752491,0.08392584,0.00005657316],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.9074457,0.001818717,0.0009455602,0.003340857,0.001007748,0.0001453429,0.001825275,0.00007064498,0.08340009],"genre_scores_gemma":[0.9404055,0.001560562,0.00058315,0.003802227,0.000345491,0.0001514554,0.001283383,0.00004099035,0.05182724],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02812872,"threshold_uncertainty_score":0.09409994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03007439561302159,"score_gpt":0.3624280889771798,"score_spread":0.3323536933641582,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}